82 citations · 196 across the 22 of their papers we have counts for
4 papers · 1 filter
Cerebral functional connectivity periodically (de)synchronizes with anatomical constraints
Raphaël Liégeois, Erik Ziegler, Pierre Geurts +7
This paper studies the link between resting-state functional connectivity (FC), measured by the correlations of the fMRI BOLD time courses, and structural connectivity (SC), estima…
Simple connectome inference from partial correlation statistics in calcium imaging
Antonio Sutera, Arnaud Joly, Vincent François-Lavet +4
In this work, we propose a simple yet effective solution to the problem of connectome inference in calcium imaging data. The proposed algorithm consists of two steps. First, proces…
Classifying pairs with trees for supervised biological network inference
Marie Schrynemackers, Louis Wehenkel, M. Madan Babu +1
Networks are ubiquitous in biology and computational approaches have been largely investigated for their inference. In particular, supervised machine learning methods can be used t…
Random forests with random projections of the output space for high dimensional multi-label classification
Arnaud Joly, Pierre Geurts, Louis Wehenkel
We adapt the idea of random projections applied to the output space, so as to enhance tree-based ensemble methods in the context of multi-label classification. We show how learning…